Publications by Sandrine Madeleine Suzanne Georgeon

Targeting protein-ligand neosurfaces with a generalizable deep learning tool

Sebastian Maerkl, Bruno Emanuel Ferreira De Sousa Correia, Luc Reymond, Sandrine Madeleine Suzanne Georgeon, Philippe Schwaller, Anthony Marchand, Leo Scheller, Arne Schneuing, Stephen Michael Buckley, Martin Pacesa

Molecular recognition events between proteins drive biological processes in living systems1. However, higher levels of mechanistic regulation have emerged, in which protein-protein interactions are conditioned to small molecules2, 3, 4-5. Despite recent ad ...

NATURE PORTFOLIO2025

An atlas of protein homo-oligomerization across domains of life

Bruno Emanuel Ferreira De Sousa Correia, Sandrine Madeleine Suzanne Georgeon, Casper Alexander Goverde, Martin Pacesa, Yoan Désiré Duhoo

Protein structures are essential to understanding cellular processes in molecular detail. While advances in artificial intelligence revealed the tertiary structure of proteins at scale, their quaternary structure remains mostly unknown. We devise a scalabl ...

2024

Antibody-peptide conjugates deliver covalent inhibitors blocking oncogenic cathepsins

Bruno Emanuel Ferreira De Sousa Correia, Luc Reymond, Florence Pojer, Elisa Oricchio, Sandrine Madeleine Suzanne Georgeon, Albert Santamaria Martinez, Kelvin Ka Ching Lau, Natalya Katanayeva, Aaron Simone Petruzzella, Sarah Wehrle

Cysteine cathepsins are a family of proteases that are relevant therapeutic targets for the treatment of different cancers and other diseases. However, no clinically approved drugs for these proteins exist, as their systemic inhibition can induce deleterio ...

Nature Portfolio2024

Exploring “dark-matter” protein folds using deep learning

Pierre Vandergheynst, Bruno Emanuel Ferreira De Sousa Correia, Sandrine Madeleine Suzanne Georgeon, Casper Alexander Goverde, Andreas Loukas, Stéphane Rosset, Zander Harteveld, Alexandra Krina Van Hall-Beauvais

De novo protein design explores uncharted sequence and structure space to generate novel proteins not sampled by evolution. A main challenge in de novo design involves crafting “designable” structural templates to guide the sequence searches toward adoptin ...

2024

Dual ON/OFF-switch chimeric antigen receptor controlled by two clinically approved drugs

Bruno Emanuel Ferreira De Sousa Correia, Sandrine Madeleine Suzanne Georgeon, Leo Scheller, Sailan Shui

The ability to remotely control the activity of chimeric antigen receptors (CARs) with small molecules can improve the safety and efficacy of gene-modified T cells. Split ON- or OFF-switch CARs involve the dissociation of tumor–antigen binding from T cell ...

National Academy of Sciences2024

Computational design of soluble and functional membrane protein analogues

Bruno Emanuel Ferreira De Sousa Correia, Sandrine Madeleine Suzanne Georgeon, Casper Alexander Goverde, Martin Pacesa, Stéphane Rosset

De novo design of complex protein folds using solely computational means remains a substantial challenge1. Here we use a robust deep learning pipeline to design complex folds and soluble analogues of integral membrane proteins. Unique membrane topologies, ...

2024

Rational Design of Chemically Controlled Antibodies and Protein Therapeutics

Li Tang, Bruno Emanuel Ferreira De Sousa Correia, Sandrine Madeleine Suzanne Georgeon, Anthony Marchand, Leo Scheller, Lucia Bonati, Pablo Gainza Cirauqui, Stéphane Rosset, Sailan Shui

Protein-based therapeutics, such as monoclonal antibodies and cytokines, are important therapies for various pathophysiological conditions such as oncology, autoimmune disorders, and viral infections. However, the wide application of such protein therapeut ...

2023

De novo design of protein interactions with learned surface fingerprints

Didier Trono, Henning Paul-Julius Stahlberg, Beat Fierz, Priscilla Turelli, Bruno Emanuel Ferreira De Sousa Correia, Elisa Oricchio, Sandrine Madeleine Suzanne Georgeon, Dongchun Ni, Andreas Scheck, Michael Bronstein

Physical interactions between proteins are essential for most biological processes governing life. However, the molecular determinants of such interactions have been challenging to understand, even as genomic, proteomic and structural data increase. This k ...

2023

De Novo Design of Site-specific Protein Binders Using Surface Fingerprints

Elisa Oricchio, Sandrine Madeleine Suzanne Georgeon, Andreas Scheck, Aaron Simone Petruzzella, Pablo Gainza Cirauqui, Stéphane Rosset, Zander Harteveld, Sarah Wehrle, Freyr Sverrisson, Alexandra Krina Van Hall-Beauvais

WILEY2021

Bottom-up de novo design of functional proteins with complex structural features

Luciano Andres Abriata, Bruno Emanuel Ferreira De Sousa Correia, Sandrine Madeleine Suzanne Georgeon, Leo Scheller, Jaume Bonet Martinez, Fabian Sesterhenn, Stéphane Rosset, Che Yang, Eva Anna van Aalen

De novo protein design has enabled the creation of new protein structures. However, the design of functional proteins has proved challenging, in part due to the difficulty of transplanting structurally complex functional sites to available protein structur ...

2021