Author

S M Bonner

AstraZeneca (United Kingdom)

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Systems Biology· 1

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Research Focus:benchmarking· 1 Research Focus:differential expression· 1 Research Focus:gene regulatory network inference· 1 Approach:graph neural network· 1 Approach:statistical model· 1

Frequent Co-Authors

Avid M. AfzaliD· 1 shared Edward Morrissey· 1 shared Evangelia PetsalakiiD· 1 shared Marta MiloiD· 1 shared Setareh RahimiiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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5 top collaborators · 10 mutual co-author links

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1 shared paperSystems Biology

Avid M. AfzalORCID

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1 paper

Recent·Most cited

Biological Network Organization, Not Generic Graph Topology, Drives Graph-Based Gene Essentiality Prediction

Setareh Rahimi, S M Bonner, Avid M. Afzal, Marta Milo, Edward Morrissey, Evangelia Petsalaki

This study evaluates whether graph-based gene essentiality prediction relies on biological network structure or generic graph topology, finding that biological connectivity is critical for performance.

bioRxiv · Jul 4, 2026 · PreprintSystems Biology