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The present invention concerns a computer-system-implemented method for predicting properties of a protein molecule, comprising the steps of: receiving an input representation of the protein molecule; applying a surface generator to produce a molecular surface; applying at least one layer of geometric convolution on the molecular surface to produce a set of surface features; and using the set of features to predict the properties of the molecule.
Anne-Clémence Corminboeuf, Rubén Laplaza Solanas, Puck Elisabeth van Gerwen, Ksenia Briling, Charlotte Cäcilie Gertrud Bunne, Andreas Krause, Vignesh Ram Somnath
Pascal Frossard, Effrosyni Kokiopoulou