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Liam Brierley

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#graph neural networks Open access Sep 2026

Phylogenies as graphs: structured neural networks improve host origin predictions from paramyxovirus sequences

A novel graph neural network approach is applied which explicitly represents viral phylogeny in model architecture to predict hosts of origin within the paramyxoviruses, a family of viruses that contains numerous endemic and emerging threats to human and animal health.

James C. Herzig, Haley Stone, Liam Brierley · 0 citations
Open access Aug 2026

Predicting the Risk of Avian Influenza Zoonosis using Viral Genome Sequencing Data

A alignment-free computational study can identify AIV cases still within avian hosts which are genetically closest to zoonotic AIV cases, thereby identifying the cases most likely to cross the species barrier and create a system that identifies high priority cases still within avian hosts that should be prioritised for...

A. Fairweather, Austin Andrews, Joshua Grier et al. · 0 citations

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